EP 4350572 A1 20240410 - METHOD, APPARATUS AND SYSTEM FOR GENERATING NEURAL NETWORK MODEL, DEVICES, MEDIUM AND PROGRAM PRODUCT
Title (en)
METHOD, APPARATUS AND SYSTEM FOR GENERATING NEURAL NETWORK MODEL, DEVICES, MEDIUM AND PROGRAM PRODUCT
Title (de)
VERFAHREN, VORRICHTUNG UND SYSTEM ZUR ERZEUGUNG EINES MODELLS EINES NEURONALEN NETZWERKS, VORRICHTUNGEN, MEDIUM UND PROGRAMMPRODUKT
Title (fr)
PROCÉDÉ, APPAREIL ET SYSTÈME POUR GÉNÉRER UN MODÈLE DE RÉSEAU NEURONAL, DISPOSITIFS, SUPPORT ET PRODUIT-PROGRAMME
Publication
Application
Priority
- CN 202110704382 A 20210624
- CN 2022101128 W 20220624
Abstract (en)
Embodiments of the present disclosure provide a method, an apparatus, and a system for generating a neural network model, a device, a medium, and a program product. The method includes: A first device sends an indication about a structure of a subnetwork model to a second device, where the subnetwork model is determined by adjusting a structure of a hypemetwork model. The first device receives a parameter of the subnetwork model from the second device, where the parameter of the subnetwork model is determined by the second device based on the indication and the hypemetwork model. The first device trains the subnetwork model based on the received parameter of the subnetwork model. The first device sends a parameter of the trained subnetwork model to the second device for the second device to update the hypemetwork model. In the foregoing manner, an efficient federated learning scheme between a plurality of devices is provided, so that communication costs and device computing costs required in a federated learning process are further reduced while improving model precision.
IPC 8 full level
G06N 3/02 (2006.01)
CPC (source: CN EP US)
G06N 3/02 (2013.01 - CN); G06N 3/045 (2023.01 - EP); G06N 3/082 (2013.01 - CN EP US); G06N 3/09 (2023.01 - EP); G06N 3/098 (2023.01 - EP US); G06N 3/0985 (2023.01 - EP)
Designated contracting state (EPC)
AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
Designated extension state (EPC)
BA ME
Designated validation state (EPC)
KH MA MD TN
DOCDB simple family (publication)
EP 4350572 A1 20240410; CN 113570027 A 20211029; US 2024135191 A1 20240425; WO 2022268203 A1 20221229
DOCDB simple family (application)
EP 22827695 A 20220624; CN 202110704382 A 20210624; CN 2022101128 W 20220624; US 202318392502 A 20231221